EP4096901A4 - Modellvorhersage - Google Patents

Modellvorhersage Download PDF

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Publication number
EP4096901A4
EP4096901A4 EP20916305.4A EP20916305A EP4096901A4 EP 4096901 A4 EP4096901 A4 EP 4096901A4 EP 20916305 A EP20916305 A EP 20916305A EP 4096901 A4 EP4096901 A4 EP 4096901A4
Authority
EP
European Patent Office
Prior art keywords
model prediction
prediction
model
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP20916305.4A
Other languages
English (en)
French (fr)
Other versions
EP4096901A1 (de
Inventor
He LUAN
Juan Carlos CATANA SALAZAR
Jun Zeng
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hewlett Packard Development Co LP
Original Assignee
Hewlett Packard Development Co LP
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Hewlett Packard Development Co LP filed Critical Hewlett Packard Development Co LP
Publication of EP4096901A1 publication Critical patent/EP4096901A1/de
Publication of EP4096901A4 publication Critical patent/EP4096901A4/de
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00—Three dimensional [3D] modelling, e.g. data description of 3D objects
    • G06T17/10—Constructive solid geometry [CSG] using solid primitives, e.g. cylinders, cubes
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B33—ADDITIVE MANUFACTURING TECHNOLOGY
    • B33Y—ADDITIVE MANUFACTURING, i.e. MANUFACTURING OF THREE-DIMENSIONAL [3-D] OBJECTS BY ADDITIVE DEPOSITION, ADDITIVE AGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3-D PRINTING, STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING
    • B33Y50/00—Data acquisition or data processing for additive manufacturing
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B22—CASTING; POWDER METALLURGY
    • B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
    • B22F10/00—Additive manufacturing of workpieces or articles from metallic powder
    • B22F10/80—Data acquisition or data processing
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
    • B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
    • B29C64/00—Additive manufacturing, i.e. manufacturing of three-dimensional [3D] objects by additive deposition, additive agglomeration or additive layering, e.g. by 3D printing, stereolithography or selective laser sintering
    • B29C64/30—Auxiliary operations or equipment
    • B29C64/386—Data acquisition or data processing for additive manufacturing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/149—Segmentation; Edge detection involving deformable models, e.g. active contour models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2113/00—Details relating to the application field
    • G06F2113/10—Additive manufacturing, e.g. 3D printing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10028—Range image; Depth image; 3D point clouds
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Materials Engineering (AREA)
  • Chemical & Material Sciences (AREA)
  • Geometry (AREA)
  • Manufacturing & Machinery (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Computer Graphics (AREA)
  • Medical Informatics (AREA)
  • Computer Hardware Design (AREA)
  • Mechanical Engineering (AREA)
  • Optics & Photonics (AREA)
EP20916305.4A 2020-01-31 2020-01-31 Modellvorhersage Pending EP4096901A4 (de)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2020/016074 WO2021154276A1 (en) 2020-01-31 2020-01-31 Model prediction

Publications (2)

Publication Number Publication Date
EP4096901A1 EP4096901A1 (de) 2022-12-07
EP4096901A4 true EP4096901A4 (de) 2023-10-11

Family

ID=77078425

Family Applications (1)

Application Number Title Priority Date Filing Date
EP20916305.4A Pending EP4096901A4 (de) 2020-01-31 2020-01-31 Modellvorhersage

Country Status (4)

Country Link
US (1) US20230043252A1 (de)
EP (1) EP4096901A4 (de)
CN (1) CN114945456A (de)
WO (1) WO2021154276A1 (de)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115256950B (zh) * 2022-09-27 2023-02-28 西安知象光电科技有限公司 一种三维复印装置及其工作方法
DE102022212005A1 (de) 2022-11-11 2024-05-16 Fachhochschule Münster, Körperschaft des öffentlichen Rechts Stützstrukturvorrichtung, Stützstruktur und Stützstrukturerstellungsverfahren

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9269012B2 (en) * 2013-08-22 2016-02-23 Amazon Technologies, Inc. Multi-tracker object tracking
EP3078935A1 (de) * 2015-04-10 2016-10-12 The European Atomic Energy Community (EURATOM), represented by the European Commission Verfahren und vorrichtung zur echtzeit-abbildung und -lokalisierung
US10474134B2 (en) * 2015-04-29 2019-11-12 University Of Southern California Systems and methods for compensating for 3D shape deviations in additive manufacturing
WO2018064349A1 (en) * 2016-09-30 2018-04-05 Velo3D, Inc. Three-dimensional objects and their formation
US10525629B2 (en) * 2017-10-03 2020-01-07 Hamilton Sundstrand Corporation Additive manufacturing process distortion compensation system
US11049331B2 (en) * 2017-12-01 2021-06-29 Hearables 3D Pty Ltd Customization method and apparatus
US10636142B2 (en) * 2018-04-20 2020-04-28 Siemens Healthcare Gmbh Real-time and accurate soft tissue deformation prediction
EP3575742B1 (de) * 2018-05-29 2022-01-26 Global Scanning Denmark A/S 3d-objekt-abtastung unter verwendung von strukturiertem licht
CN110570512B (zh) * 2018-06-06 2024-02-02 哈米尔顿森德斯特兰德公司 包括利用形状变换的补偿建模方法的增材制造
US11435479B2 (en) * 2018-08-06 2022-09-06 Luminar, Llc Determining relative velocity based on an expected configuration
CN109808183B (zh) * 2019-01-03 2020-06-16 中国科学院自动化研究所 基于神经网络的3d打印误差补偿方法、系统、装置
CN110555399B (zh) * 2019-08-23 2022-04-29 北京智脉识别科技有限公司 手指静脉识别方法、装置、计算机设备及可读存储介质

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
CHOWDHURY SUSHMIT: "Artificial Neural Network Based Geometric Compensation for Thermal Deformation in Additive Manufacturing Processes", 11 February 2016 (2016-02-11), pages 1 - 52, XP055929764, Retrieved from the Internet <URL:http://rave.ohiolink.edu/etdc/view?acc_num=ucin147982071583238> [retrieved on 20220610] *
SHEN ZHEN ET AL: "A Learning-Based Framework for Error Compensation in 3D Printing", IEEE TRANSACTIONS ON CYBERNETICS, vol. 49, no. 11, 1 November 2019 (2019-11-01), pages 4042 - 4050, XP011735882, DOI: 10.1109/TCYB.2019.2898553 *

Also Published As

Publication number Publication date
WO2021154276A1 (en) 2021-08-05
CN114945456A (zh) 2022-08-26
EP4096901A1 (de) 2022-12-07
US20230043252A1 (en) 2023-02-09

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